Title :
Equalization of keystroke timing histograms for improved identification performance
Author :
Montalvão, Jugurta ; Almeida, Carlos Augusto S ; Freire, Eduardo O.
Author_Institution :
Univ. Fed. de Sergipe, Sao Cristovao
Abstract :
The effect of parametric equalization of time interval histograms (key down-down intervals) on the performance of keystroke-based user verification algorithms is analyzed. Four algorithms are used throughout this analysis: a classic one for static (structured) texts, a second one, also proposed in literature, for both static and arbitrary (free) text, a new one for arbitrary text based verification, and an algorithm recently proposed, where keystroke timing is indirectly addressed in order to compare user dynamics. The algorithms performances are presented before and after time interval histogram equalization, and the results corroborate with the hypothesis that the nonlinear memoryless time interval transform proposed here, despite its simplicity, can be a useful and almost costless building block in keystroke-based biometric systems.
Keywords :
authorisation; biometrics (access control); human factors; security; text analysis; transforms; arbitrary text based verification; improved identification performance; keystroke timing histograms; keystroke-based biometric systems; keystroke-based user verification; nonlinear memoryless time interval transform; parametric equalization; static texts based verification; time interval histograms; user dynamics; Algorithm design and analysis; Biometrics; Data acquisition; Databases; Heuristic algorithms; Histograms; Keyboards; Performance analysis; Testing; Timing; Biometry; Histogram Equalization; Keystroke Dynamics;
Conference_Titel :
Telecommunications Symposium, 2006 International
Conference_Location :
Fortaleza, Ceara
Print_ISBN :
978-85-89748-04-9
Electronic_ISBN :
978-85-89748-04-9
DOI :
10.1109/ITS.2006.4433337